Table of Contents | ||||||||||
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Introduction
Consider the situation where files with different categories (i.e. files with similar characteristics such as type, source, or similar) can be processed in parallel but all the files of any one category have to be processed sequentially.
For example, the centralised data processing of a company receives stock movement reports from subsidiaries at regular intervals. Whilst the reports from different subsidiaries can be processed simultaneously, the reports from each subsidiary have to be processed sequentially.
The 'Best Practice' Solution
Our recommended approach for this situation would be:
Graphviz |
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digraph \{ graph [rankdir=TB] node [shape=Mrecord,style="filled",fillcolor=lightblue] node [fontsize=10] ranksep=0.3 subgraph cluster_0 \{ style=filled; color=lightgrey; node [style=filled,color=white]; label = "JobScheduler"; labeljust = "l"; pad = 0.1; FileOrderSource[label= "\{<f0> FileOrder\nSource|<f1>Identify\ Category|<f2>Is\ Lock\ Set|\{<f3>Yes|<f4>No\}\}"]; Setback[label= "\{<f0>Setback\nWait\}"]; StartProcessing[label= "\{<f0>Set\ Lock|Start\ Processing\ File\}"]; EndProcessing[label= "\{<f0>End\ Processing\ File|<f1>Release\ Lock\}"]; FileOrderSource:f3 -> Setback -> FileOrderSource:f2; FileOrderSource:f4 -> StartProcessing -> EndProcessing [weight=4]; \} File_Transfer -> FileOrderSource; \} |
- The most important feature of this solution is that it only requires one job chain and one set of jobs to seperate separate the processing of different categories of files, thereby sinplifying simplifying maintenance of the jobs and job chain.
- Use a single 'load_file' File Order Source directory to which all files are delivered.
- JobScheduler would use regular expressions to identify the files arriving in this directory on the basis of their names, timestamps or file extensions and forward them for processing accordingly.
JobScheduler would then set a
'lock
'for the subsidiary whose file is being processed to prevent further files from this subsidiary being processed as long as processing continues.
No Format Should
a
'new'
file
from
this
subsidiary
arrive
whilst
its
predecessor
is
being
processed,
the
job
'receiving'
the
new
file
will
be
'set
back
'by
JobScheduler
as
long
as
the
lock
for
the
subsidiary
is
set.
- This lock would be released by JobScheduler once processing of the 'first' file has been completed.
- The job 'receiving' the new file will now be able to forward the new file for processing.
The Solution in Detail
- JS
JobScheduler starts as soon as a file matching
with Regular Expressiona regular expression is found in the directory.
noformatThis
directory
is
set
in
the
"File
Order
Sources"
area
in
the
"Steps/Nodes"
view
of
the
"load_files"
job
chain
as
shown
in
the
screenshot
below:
- JobScheduler's
aquire_lock
job matches files using regular expressions and determines the file's category - for example, Berlin or Munich.noformat
The
regular
expressions
are
also
defined
in
the
"File
Order
Sources"
area
shown
in
the
screenshot.
Note
that
for
simplicity
the
regular
expressions
match
the
prefixes
"a"
and
"b"
in
the
file
names
and
not
directly
"Berlin"
or
"Munich".
The
{{
}}aquire_lock
job
uses
a
Rhino
JavaScript
to
try
to
aquire
the
lock
and
either
wait
if
the
lock
is
not
available
or
proceed
to
the
next
node
if
it
is.
Thisscript
is
listed
below:
Code Block language javascript
...
function spooler_process()
...
{ try
...
{
...
var parameters = spooler_task.order().params(); var filePath = "" + String(parameters.value("scheduler_file_path")); spooler_log.info( " scheduler_file_path : " + filePath );
...
var param1 = "" + String(parameters.value("param1")); spooler_log.info( " param1 : " + param1 );
...
var fileParts = filePath.split("\\"); var fileName = fileParts[fileParts.length-1]; spooler_log.info( "fileName : " + fileName ); if(fileName.match("^a[A-Za-z0-9_]*\.csv$"))
...
{ var lockName = "BERLIN_PROC"; var lock_name = "BERLIN_PROC"; spooler_log.info( "File matched with berlin lock_name : "+ lockName );
...
} if(fileName.match("^b[A-Za-z0-9_]*\.csv$"))
...
{ var lockName = "MUNICH_PROC"; spooler_log.info( "File matched with berlin lock_name : "+ lockName );
...
} spooler_task.order().params().set_value("file_spec",fileName); spooler_task.order().params().set_value("lock_name",lockName); if (!spooler.locks().lock_or_null( lockName ))
...
{ var lock = spooler.locks().create_lock(); lock.set_name( lockName ); spooler.locks().add_lock( lock ); if (spooler_task.try_hold_lock( lockName ))
...
{ return true;
...
} else
...
{ spooler_task.call_me_again_when_locks_available();
...
}
...
} else
...
{ spooler_task.order().setback(); spooler_log.info( " lock is already aquired , lock_name : "+ lockName +" , setback , will retry after some time");
...
} return true;
...
} catch (e)
...
{ spooler_log.warn("error occurred : " + String(e)); return false;
...
}
...
...
}
- Once
aquire_lock
finds the matching category it will try to set a semaphore (flag) using JobScheduler's inbuilt LOCK mechanism - Only one instance of each LOCK is allowed as can be seen in
Max Non Exclusive
parameter shown in the screenshot of JobScheduler's JOE interface below:
- Once a LOCK has been assigned to a file from a category (either Berlin or Munich), all subsequent files for this category haves have to wait with a setback until the LOCK has been freedreleased.
The same mechanism will be repeated for files from other categories. As long as a file of any given category is not being processed and therefore the corresponding LOCK not been set, the way will be free for the file from the other category to be allowed to be processed.
noformatThis
can
be
seen
in
the
following
screenshot
of
the
JOC
interface
showing
the
progression
of
file
orders
along
the
{{
}}load_files
job
chain
.:
- Once process is finished depending upon success or error, JobScheduler will move the file from the in folder to either the done (on success) or failed (on error) folders.
- After moving the input file to the correct target directory by JobScheduler, the
release_lock
job will be called, which will remove the lock/semaphore from JobScheduler and allow the next file from the same category to be processed.
...
Code Block | ||
---|---|---|
| ||
function spooler_process() \{ try \{ var parameters = spooler_task.order().params(); var filePath = "" + String(parameters.value("scheduler_file_path")); spooler_log.info( " scheduler_file_path : " + filePath ); var lockName = "" + String(parameters.value( "lock_name" )); spooler_log.info( " lock_name : " + lockName ); /* var fileParts = filePath.split("\\");if (spooler.locks().lock_or_null( lockName )) { var fileName = fileParts[fileParts.length-1]; spooler.locks().lock( lockName ).remove(); } return true; } catch (e) { spooler_log.infowarn( "fileNameerror occurred: " + fileName String(e)); if(fileName.match("^a[A-Za-z0-9_]*\.csv$")) \{ var lockName = "BERLIN_PROC"; var lock_name =return false; } } |
A job to force
release_lock
is also required for the situation that the processing of a job fails without the corresponding lock being released.The script for this job to release the 'Berlin' lock would look something like:
Code Block | ||
---|---|---|
| ||
function spooler_process() { try { var lock_name = "BERLIN_PROC"; spooler_log.info( "File matched with berlin .locks().lock(lock_name).remove(); : "+ lockName return )true; } catch (e) \} { if(fileName.match("^b[A-Za-z0-9_]*\.csv$")) \{spooler_log.warn("error occurred: " + String(e)); var lockName = "MUNICH_PROC"; spooler_log.info( "File matched with berlin lock_name : "+ lockName ); \} */ if (spooler.locks().lock_or_null( lockName )) \{ spooler.locks().lock( lockName ).remove(); \} return true; \} catch (e) \{ spooler_log.warn("error occurred: " + String(e)); return false; \} \} |
- A job to force
release_lock
is also required for the situation that the processing of a job fails without the corresponding lock being released.No Format The script for this job to release the 'Berlin' lock would look something like:
Code Block | ||
---|---|---|
| ||
function spooler_process() \{
try \{
var lock_name = "BERLIN_PROC";
spooler.locks().lock(lock_name).remove();
return true;
\} catch (e) \{
spooler_log.warn("error occurred: " + String(e));
return false;
\}
\}
|
Limitations of this solution
- The limitation of this approach will become apparent if more than one file should arrive from a subsidary at once.
No Format This is because there is no guarantee that files arriving together will be processed in any given order. This situation typically occurs after an unplanned loss of a file transfer connection. After the connection has been restored, there is a) no guarantee that the files arriving as a batch will be written to the file systen in a particular order b) no way for JobScheduler to know how many files will arrive as a batch.
- One solution here would be to wait until a steady state in the incoming directory has been reached (i.e. no new file has been added and the size of all files remains constant over a suitable period of time) before starting to identify files. JobScheduler could then order files according to their names before forwarding them for processing.
No Format The downside of this second approach is that it brings a delay in starting processing with it, due to the need wait to check whether all members of a batch of files has arrived by checking for a steady state.
Solution Demo
A demonstration of this solution is available for download from:
Demo Installation
- Unpack the zip file to a local directory
return false;
}
}
|
Limitations of this solution
The limitation of this approach will become apparent if more than one file should arrive from a subsidary at once.
This is because there is no guarantee that files arriving together will be processed in any given order. This situation typically occurs after an unplanned loss of a file transfer connection. After the connection has been restored, there is a) no guarantee that the files arriving as a batch will be written to the file systen in a particular order b) no way for JobScheduler to know how many files will arrive as a batch.
One solution here would be to wait until a steady state in the incoming directory has been reached (i.e. no new file has been added and the size of all files remains constant over a suitable period of time) before starting to identify files. JobScheduler could then order files according to their names before forwarding them for processing.
The downside of this second approach is that it brings a delay in starting processing with it, due to the need wait to check whether all members of a batch of files has arrived by checking for a steady state.
Solution Demo
A demonstration of this solution is available for download from:
Demo Installation
- Unpack the zip file to a local directory
Copy the 'SQLLoaderProc' folder to your JobScheduler 'live' folder.
No Format TODO - ADD LINK TO DOKU
Copy the 'Data' folder to the a suitable local location.
- Copy the 'SQLLoaderProc' folder to your JobScheduler 'live' folder.
No Format TODO - ADD LINK TO DOKU
- Copy the 'Data' folder to the a suitable local location.
The default location for this folder, which is specified in the configurations in the demo jobs, is: {{C:\sandbox}} Note that the following paths have to be modified if the location of the 'Data' folder is changed:No Format The default location for this folder, which is specified in the configurations in the demo jobs, is:
C:\sandbox
- The 'load_files' File Order Source directories in the
load_files.job_chain.xml
job chain object - the 'source_file' and 'target_file' paths specified as parameters in the
move_file_suc.job.xml
andmove_file_
error.job.xml
objects
- The 'load_files' File Order Source directories in the
Note that the following paths have to be modified if the location of the 'Data' folder is changed:
Running the demo
- Just copy files from the 'Data/__test-files' folder to the 'in' folder:
- JobScheduler will automatically start processing within a few seconds
- Once processing has been completed the file(s) added to the 'in' folder will be moved to the 'done' or 'failed' folders, depending on whether processing was successful or not.
- DO NOT attempt to start an order for the job chain. This will only cause an error in the
aquire_lock
job.
How does the Demo Work?
{{DiagramBoxRight
BoxTitlh1. BoxTitle=The demo 'load_files' job chain | |||
BoxContent
|
The demo job chain ('load_files') is shown in the diagram to the right.
...
'load_files') is shown in the diagram to the right.
Show If | |||||
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TODO - ADD SCREENSHOT OF JOB CHAIN IN JOE The |
...
'Folderin_a' |
...
and |
...
'Folderin_b' |
...
symbols |
...
represent |
...
the |
...
'File |
...
Order |
...
Source' |
...
directory |
...
monitored |
...
by |
...
the |
...
'load_files' |
...
job |
...
chain. |
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The |
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remaining |
...
jobs |
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in |
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the |
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chain |
...
shown |
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the |
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individual |
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chain |
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nodes |
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shown |
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the |
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job |
...
chain |
...
'Steps/Nodes' |
...
form. |
...
Note |
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that |
...
the |
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secondary |
...
job |
...
chain |
...
shown |
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the |
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behaviour |
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in |
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the |
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event |
...
of |
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an |
...
error. |
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See also
...
- Our Using locks FAQ.
- The Locks section in the JobScheduler reference documentation.Our Best Practice FAQ.
- Example for YADE to check files for completeness by steady state